Unequal Error Protection of Facial Features for Personal ID Images Coding
Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 33122
Unequal Error Protection of Facial Features for Personal ID Images Coding

Authors: T. Hirner, J. Polec

Abstract:

This paper presents an approach for an unequal error protection of facial features of personal ID images coding. We consider unequal error protection (UEP) strategies for the efficient progressive transmission of embedded image codes over noisy channels. This new method is based on the progressive image compression embedded zerotree wavelet (EZW) algorithm and UEP technique with defined region of interest (ROI). In this case is ROI equal facial features within personal ID image. ROI technique is important in applications with different parts of importance. In ROI coding, a chosen ROI is encoded with higher quality than the background (BG). Unequal error protection of image is provided by different coding techniques and encoding LL band separately. In our proposed method, image is divided into two parts (ROI, BG) that consist of more important bytes (MIB) and less important bytes (LIB). The proposed unequal error protection of image transmission has shown to be more appropriate to low bit rate applications, producing better quality output for ROI of the compresses image. The experimental results verify effectiveness of the design. The results of our method demonstrate the comparison of the UEP of image transmission with defined ROI with facial features and the equal error protection (EEP) over additive white gaussian noise (AWGN) channel.

Keywords: Embedded zerotree wavelet (EZW), equal error protection (EEP), facial features, personal ID images, region of interest (ROI), unequal error protection (UEP)

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1331333

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1493

References:


[1] J. M. Shapiro, "Embedded image coding using zerotrees of wavelet coefficients," IEEE Transactions on Signal Processing, vol. 41, no. 12, pp. 3445-3462, 1993.
[2] M. Tamilarasi, and V. Palanisamy, "An Efficient Embedded Coding For Medical Image Compression Using Contourlet Transform," European Journal of Scientific Research, vol. 49, no. 3, pp. 442-454, 2011.
[3] M. Antonini, M. Barlaud, P. Mathieu, and I. Daubechies, "Image coding using wavelet transform," IEEE Transactions of Image Processing, vol. 1, no. 2, pp. 205-220, 1992.
[4] C. Chapman, S. Sanei, R. Dilmaghani, and F. Said, "Progressive transmission of medical images using embedded Zerotree wavelet encoding," Proceedings of IEEE International Workshop on Biomedical Circuits and Systems (BioCAS -04), pp. S3.3-9-S3.3-12, 2004.
[5] R. S. Dilmaghani, A. Ahmadian, M. Ghavami, and A. H. Aghvami, "Progressive medical image transmission and compression," IEEE Signal Processing Letters, vol. 11, no. 10, pp. 806-809, 2004.
[6] M. N. Wu, C. C. Lin, and C. C. Chang, "A fast wavelet-based image progressive transmission method based on vector quantization," 1st International Conference on Innovative Computing, Information and Control (ICICIC -06), vol. 2, pp. 677-680, Beijing, China, 2006.
[7] J. L. Lo, S. Sanei, and K. Nazarpour, "An Adaptive Source - Channel Coding with Feedback for Progressive Transmission of Medical Images," International Journal of Telemedicine and Applications, vol. 2009, no. 519417, pp. 1 - 12, 2009.
[8] H-S. Kong, A. Vetro, T. Hata, and N. Kuwahara, "Fast Region-of- Interest Transcoding for JPEG 2000 Images," IEEE International Symposium on Circuits and Systems (ISCAS), vol. 2, pp. 952-955, 2005.
[9] J. Oliver, and M. P. Malumbres, "An Implementation of the EZW Algorithm," Universidad Jaume I (SNRFAI 2001), pp. 37-42, 2001.
[10] A. P. Bradley, and F. W. M. Stentiford, "JPEG 2000 and Region of Interest Coding," Digital Image Computing Techniques and Applications (DICTA), vol. 303-308, 2002.
[11] R. Arun, and D. Murugan, "Medical Image Compression Using Region Growing Segmentation," International Journal of Scientific & Engineering Research, vol. 3, no. 8, 2012.
[12] Ch. Doukas, and I. Maglogiannis, "Adaptive Transmission of Medical Image and Video Using Scalable Coding and Context-Aware Wireless Medical Networks," EURASIP Journal on Wireless Communications and Networking, vol. 2008, no. 428397, 2008.
[13] M. I. Iqbal, and H. J. Zepernick, "On Region of Interest Coding for Wireless Imaging," International Conference on Signal Processing and Communication Systems, Australia, 2007.
[14] Z. Wang, and A. C. Bovik, "Bitplane-by-Bitplane Shift (BbBShift) - A Suggestion for JPEG2000 Region of Interest Image Coding," IEEE Signal Processing Letters, vol. 9, no. 5, pp. 160-162, May 2002.
[15] Z. Wang, S. Banerjee, B. L. Evans and A. C. Bovik, "Generalized Bitplane-by-Bitplane Shift Method for JPEG2000 ROI Coding," IEEE International Conference on Image Processing, vol. 3, pp. 81-84, Sep. 2002.
[16] L. Liu, and G. Fan, "A New JPEG 2000 Region-of-Interest Image Coding Method: Partial Significant Bitplanes Shift," IEEE Signal Processing Letters, vol. 10, no. 2, pp. 35-38, Feb. 2003.
[17] L. Liu, and G. Fan, "A New Method for JPEG 2000 Region-of-Interest Image Coding: Most Significant Bitplanes Shift," Processing of the 45th IEEE Int. Midwest Symposium on Circuits and Systems, vol. 2, pp. 176- 179, Aug. 2002.
[18] P. Poda, and A. Tamtaoui, "On the Enhancement of Unequal Error Protection Performances in Images Transmission over Time-Varying Channels," IJCSNS International Journal of Computer Science and Network Security, vol. 6, no. 9B, pp. 168-174, Sep. 2006.
[19] N. V. Deetzen, and W. Henkel, "Unequal error protection multilevel codes and hierarchical modulation for multimedia transmission," Proceedings IEEE 2008 Int. Symp. Inform. Theory, ISIT 2008, pp. 2237- 2241, 2008.
[20] V. Stankovic, D. Saupe, and R. Hamzaoui, "Rate-distortion unequal error protection for fractal image codes," ICIP, vol. 3, pp. 98-101, 2001.
[21] T. K. Moon, Error correction coding - Mathematical methods and algorithm. New Jersey: John Wiley & Sons, 2005, ch. 6.
[22] A. P. Bradley, "Can Region of Interest Coding Improve Overall Perceived Image Quality," Proc. APRS Workshop on Digital Image Computing, pp. 41-44, Feb. 2003.
[23] H. Lin, J. Si, and G. P. Abousleman, "Knowledge-Based Hierarchical Region-of-Interest Detection.," IEEE Int. Conf. on Acoustics, Speech and Signal Processing, vol. 4, pp. IV-3628-IV-3631, May 2002.
[24] X. C. Yin, C. P. Liu, and Z. Han, "Financial Document Image Coding With Regions of Interest Using JPEG2000," Proc. Int. Conf. on Document Analysis and Recognition, vol. 1, pp. 96-100, 2005.
[25] V. S. Shingate, T. R. Sontakke, and S. N. Talbar, "Still Image Compression using Embedded Zerotree Wavelet Encoding," International Journal of Computer Science & Communication, vol. 1, no. 1, pp. 21-24, 2010.
[26] M. Tamilarasi, and V. Palanisamy, "Fuzzy Based Image Compression on ROI using Optimized Directional Contourlet Transform," International Journal of Recent Trends in Engineering, vol. 2, no. 5, pp. 217-221, 2009.
[27] Y. Yatawara, M. Caldera, T. M. Kusuma, and H.-J. Zepernick, "Unequal Error Protection for ROI Coded Images over Fading Channels," Systems Communications ICW-05, pp. 111-115, 2005.
[28] M. H. Le, and R. Liyana-Pathirana, "Unequal Error Protection Codes for Wavelet Image Transmission over W-CDMA, AWGN and Rayleigh Fading Channels," 10th International Conference on Telecommunications (ICT 2003), vol. 2, pp. 1140 - 1146, 2003.
[29] B. Masnick, and J. Wolf, "On Linear Unequal Error Protection Codes," IEEE Trans, Inform, Theory, vol. IT-13, pp. 600 - 607, 1967.
[30] J. L. Lo, S. Sanei, and K. Nazarpour, "An Adaptive Source - Channel Coding with Feedback for Progressive Transmission of Medical Images," International Journal of Telemedicine and Applications, vol. 2009, no. 519417, pp. 1 - 12, 2009.
[31] L. Liu, and G. A. Fan, "New JPEG 2000 Region-of-Interest Image Coding Method: Partial Significant Bitplanes Shift," IEEE Signal Processing Letters, vol. 10, no. 2, pp. 35-38, 2003.
[32] F. Idris, and F. Atef, "An Efficient Method for Region of Interest Coding in JPEG 2000," 5th WSEAS International Conference on Signal Processing, pp. 65-69, 2006.
[33] M. J. T. Smith, and S. L. Eddins, "Analysis/Synthesis Techniques for Subband Image Coding," IEEE Trans. Acoust., Speech, and Signal Proc., vol. 38, no. 8, pp. 1446 - 1456, 1990.
[34] P. H. Westerink, "Subband coding of images," PhD thesis, Technische Universiteit Delft, 1989.
[35] R. Vargic, I. Kotuliak, and V. Zeman, "Error concealment for JPEG2000 using wavelet transform," RTT2007, LiptovskÛ Ján, pp. 435-439, Sep. 10-12, 2007.